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Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging
Pathological examination of formalin-fixed paraffin-embedded (FFPE) needle-biopsied samples by certified pathologists represents the gold standard for differential diagnosis between ductal carcinoma in situ (DCIS) and invasive breast cancers (IBC), while information of marker metabolites in the samp...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9952617/ https://www.ncbi.nlm.nih.gov/pubmed/36829799 http://dx.doi.org/10.3390/antiox12020240 |
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author | Kubo, Akiko Masugi, Yohei Hase, Takeshi Nagashima, Kengo Kawai, Yuko Takizawa, Minako Hishiki, Takako Shiota, Megumi Wakui, Masatoshi Kitagawa, Yuko Kabe, Yasuaki Sakamoto, Michiie Yachie, Ayako Hayashida, Tetsu Suematsu, Makoto |
author_facet | Kubo, Akiko Masugi, Yohei Hase, Takeshi Nagashima, Kengo Kawai, Yuko Takizawa, Minako Hishiki, Takako Shiota, Megumi Wakui, Masatoshi Kitagawa, Yuko Kabe, Yasuaki Sakamoto, Michiie Yachie, Ayako Hayashida, Tetsu Suematsu, Makoto |
author_sort | Kubo, Akiko |
collection | PubMed |
description | Pathological examination of formalin-fixed paraffin-embedded (FFPE) needle-biopsied samples by certified pathologists represents the gold standard for differential diagnosis between ductal carcinoma in situ (DCIS) and invasive breast cancers (IBC), while information of marker metabolites in the samples is lost in the samples. Infrared laser-scanning large-area surface-enhanced Raman spectroscopy (SERS) equipped with gold-nanoparticle-based SERS substrate enables us to visualize metabolites in fresh-frozen needle-biopsied samples with spatial matching between SERS and HE staining images with pathological annotations. DCIS (n = 14) and IBC (n = 32) samples generated many different SERS peaks in finger-print regions of SERS spectra among pathologically annotated lesions including cancer cell nests and the surrounding stroma. The results showed that SERS peaks in IBC stroma exhibit significantly increased polysulfide that coincides with decreased hypotaurine as compared with DCIS, suggesting that alterations of these redox metabolites account for fingerprints of desmoplastic reactions to distinguish IBC from DCIS. Furthermore, the application of supervised machine learning to the stroma-specific multiple SERS signals enables us to support automated differential diagnosis with high accuracy. The results suggest that SERS-derived biochemical fingerprints derived from redox metabolites account for a hallmark of desmoplastic reaction of IBC that is absent in DCIS, and thus, they serve as a useful method for precision diagnosis in breast cancer. |
format | Online Article Text |
id | pubmed-9952617 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99526172023-02-25 Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging Kubo, Akiko Masugi, Yohei Hase, Takeshi Nagashima, Kengo Kawai, Yuko Takizawa, Minako Hishiki, Takako Shiota, Megumi Wakui, Masatoshi Kitagawa, Yuko Kabe, Yasuaki Sakamoto, Michiie Yachie, Ayako Hayashida, Tetsu Suematsu, Makoto Antioxidants (Basel) Article Pathological examination of formalin-fixed paraffin-embedded (FFPE) needle-biopsied samples by certified pathologists represents the gold standard for differential diagnosis between ductal carcinoma in situ (DCIS) and invasive breast cancers (IBC), while information of marker metabolites in the samples is lost in the samples. Infrared laser-scanning large-area surface-enhanced Raman spectroscopy (SERS) equipped with gold-nanoparticle-based SERS substrate enables us to visualize metabolites in fresh-frozen needle-biopsied samples with spatial matching between SERS and HE staining images with pathological annotations. DCIS (n = 14) and IBC (n = 32) samples generated many different SERS peaks in finger-print regions of SERS spectra among pathologically annotated lesions including cancer cell nests and the surrounding stroma. The results showed that SERS peaks in IBC stroma exhibit significantly increased polysulfide that coincides with decreased hypotaurine as compared with DCIS, suggesting that alterations of these redox metabolites account for fingerprints of desmoplastic reactions to distinguish IBC from DCIS. Furthermore, the application of supervised machine learning to the stroma-specific multiple SERS signals enables us to support automated differential diagnosis with high accuracy. The results suggest that SERS-derived biochemical fingerprints derived from redox metabolites account for a hallmark of desmoplastic reaction of IBC that is absent in DCIS, and thus, they serve as a useful method for precision diagnosis in breast cancer. MDPI 2023-01-20 /pmc/articles/PMC9952617/ /pubmed/36829799 http://dx.doi.org/10.3390/antiox12020240 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kubo, Akiko Masugi, Yohei Hase, Takeshi Nagashima, Kengo Kawai, Yuko Takizawa, Minako Hishiki, Takako Shiota, Megumi Wakui, Masatoshi Kitagawa, Yuko Kabe, Yasuaki Sakamoto, Michiie Yachie, Ayako Hayashida, Tetsu Suematsu, Makoto Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title | Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title_full | Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title_fullStr | Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title_full_unstemmed | Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title_short | Polysulfide Serves as a Hallmark of Desmoplastic Reaction to Differentially Diagnose Ductal Carcinoma In Situ and Invasive Breast Cancer by SERS Imaging |
title_sort | polysulfide serves as a hallmark of desmoplastic reaction to differentially diagnose ductal carcinoma in situ and invasive breast cancer by sers imaging |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9952617/ https://www.ncbi.nlm.nih.gov/pubmed/36829799 http://dx.doi.org/10.3390/antiox12020240 |
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